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Database RLS applies row filters and block predicates centrally; it still needs secure session context. This observation would not establish that the required result occurred for An AI retrieval endpoint must authenticate callers before allowing vector search on private documents. The confirming test is: Anonymous and cross-role requests are denied while authorized queries return only allowed records.

MCP is an action gateway; server-side permissions and tool allowlists are necessary even with trusted prompts. This observation would not establish that the required result occurred for An AI retrieval endpoint must authenticate callers before allowing vector search on private documents. The confirming test is: Anonymous and cross-role requests are denied while authorized queries return only allowed records.

CDC records change data for replay, unlike simple change tracking versions. This observation would not establish that the required result occurred for An AI retrieval endpoint must authenticate callers before allowing vector search on private documents. The confirming test is: Anonymous and cross-role requests are denied while authorized queries return only allowed records.

Audit settings should match risk and regulatory controls; performance tuning cannot silently discard mandated evidence. But that technique does not solve the stated problem—A public GraphQL API reveals database records to unauthenticated clients even though underlying network transport is encrypted. The needed intervention is Require verified identities, authorization on the endpoint and source objects, and least-privilege access.

Object-level GRANT/DENY provides granular access without conferring database-wide administration. But that technique does not solve the stated problem—A public GraphQL API reveals database records to unauthenticated clients even though underlying network transport is encrypted. The needed intervention is Require verified identities, authorization on the endpoint and source objects, and least-privilege access.

Promoting the same validated artifact strengthens release traceability and reduces environment divergence. But that technique does not solve the stated problem—A public GraphQL API reveals database records to unauthenticated clients even though underlying network transport is encrypted. The needed intervention is Require verified identities, authorization on the endpoint and source objects, and least-privilege access.

Audit credibility depends on destination protection and retention, not just enabling the event stream. This observation would not establish that the required result occurred for A public GraphQL API reveals database records to unauthenticated clients even though underlying network transport is encrypted. The confirming test is: Anonymous and cross-role requests are denied while authorized queries return only allowed records.

Protecting external model endpoints requires identity, credential boundaries, and least-privilege authorization. This observation would not establish that the required result occurred for A public GraphQL API reveals database records to unauthenticated clients even though underlying network transport is encrypted. The confirming test is: Anonymous and cross-role requests are denied while authorized queries return only allowed records.

SQL trigger bindings integrate change detection into function execution but handlers need idempotency. This observation would not establish that the required result occurred for A public GraphQL API reveals database records to unauthenticated clients even though underlying network transport is encrypted. The confirming test is: Anonymous and cross-role requests are denied while authorized queries return only allowed records.

RLS depends on a trustworthy predicate and context; user-controlled context can undermine isolation. But that technique does not solve the stated problem—An internal MCP server grants a coding agent permission to execute arbitrary UPDATE statements in production. The needed intervention is Restrict MCP tool surfaces to approved operations, read-only roles, and audited access.

Always Encrypted keeps protected data encrypted from the SQL engine when client drivers manage keys. But that technique does not solve the stated problem—An internal MCP server grants a coding agent permission to execute arbitrary UPDATE statements in production. The needed intervention is Restrict MCP tool surfaces to approved operations, read-only roles, and audited access.

Declarative deployment may generate destructive operations; data-loss protection and review are essential. But that technique does not solve the stated problem—An internal MCP server grants a coding agent permission to execute arbitrary UPDATE statements in production. The needed intervention is Restrict MCP tool surfaces to approved operations, read-only roles, and audited access.

Entra identities centralize credential lifecycle while SQL object grants still govern data access. This observation would not establish that the required result occurred for An internal MCP server grants a coding agent permission to execute arbitrary UPDATE statements in production. The confirming test is: Negative tests prove an assistant cannot issue unauthorized DDL or DML through the endpoint.

Least privilege limits damage from compromised application identities and unintended queries. This observation would not establish that the required result occurred for An internal MCP server grants a coding agent permission to execute arbitrary UPDATE statements in production. The confirming test is: Negative tests prove an assistant cannot issue unauthorized DDL or DML through the endpoint.

API pagination and predicates reduce overfetching; unsupported query fields must be controlled. This observation would not establish that the required result occurred for An internal MCP server grants a coding agent permission to execute arbitrary UPDATE statements in production. The confirming test is: Negative tests prove an assistant cannot issue unauthorized DDL or DML through the endpoint.

Object-level GRANT/DENY provides granular access without conferring database-wide administration. But that technique does not solve the stated problem—A SQL MCP tool should expose catalog discovery without giving AI agents general DDL execution. The needed intervention is Restrict MCP tool surfaces to approved operations, read-only roles, and audited access.

RLS depends on a trustworthy predicate and context; user-controlled context can undermine isolation. But that technique does not solve the stated problem—A SQL MCP tool should expose catalog discovery without giving AI agents general DDL execution. The needed intervention is Restrict MCP tool surfaces to approved operations, read-only roles, and audited access.

Execution plans show access paths and join strategies; blind indexing is not reliable diagnosis. But that technique does not solve the stated problem—A SQL MCP tool should expose catalog discovery without giving AI agents general DDL execution. The needed intervention is Restrict MCP tool surfaces to approved operations, read-only roles, and audited access.

Auditing records database activity; Query Store is primarily a performance history facility. This observation would not establish that the required result occurred for A SQL MCP tool should expose catalog discovery without giving AI agents general DDL execution. The confirming test is: Negative tests prove an assistant cannot issue unauthorized DDL or DML through the endpoint.

Protecting external model endpoints requires identity, credential boundaries, and least-privilege authorization. This observation would not establish that the required result occurred for A SQL MCP tool should expose catalog discovery without giving AI agents general DDL execution. The confirming test is: Negative tests prove an assistant cannot issue unauthorized DDL or DML through the endpoint.

Page-level hot spots can constrain concurrency beyond disk capacity; fixes require evidence of actual latch waits. This observation would not establish that the required result occurred for A SQL MCP tool should expose catalog discovery without giving AI agents general DDL execution. The confirming test is: Negative tests prove an assistant cannot issue unauthorized DDL or DML through the endpoint.

Audit settings should match risk and regulatory controls; performance tuning cannot silently discard mandated evidence. But that technique does not solve the stated problem—A model endpoint invoked from SQL currently uses a shared access key stored in procedural text. The needed intervention is Use an approved managed identity or scoped credential mechanism supported by the model endpoint.

Encryption without managed key lifecycle can make data permanently inaccessible. But that technique does not solve the stated problem—A model endpoint invoked from SQL currently uses a shared access key stored in procedural text. The needed intervention is Use an approved managed identity or scoped credential mechanism supported by the model endpoint.

Long transactions prolong lock retention, and extra indexes alone cannot resolve idle open transactions. But that technique does not solve the stated problem—A model endpoint invoked from SQL currently uses a shared access key stored in procedural text. The needed intervention is Use an approved managed identity or scoped credential mechanism supported by the model endpoint.

DDM is a display feature, not a complete security boundary against statistical inference. This observation would not establish that the required result occurred for A model endpoint invoked from SQL currently uses a shared access key stored in procedural text. The confirming test is: Model calls succeed using scoped identity and no raw key appears in SQL source or logs.

MCP is an action gateway; server-side permissions and tool allowlists are necessary even with trusted prompts. This observation would not establish that the required result occurred for A model endpoint invoked from SQL currently uses a shared access key stored in procedural text. The confirming test is: Model calls succeed using scoped identity and no raw key appears in SQL source or logs.

Change Tracking identifies changed rows and operations, unlike CDC which stores richer change-row history. This observation would not establish that the required result occurred for A model endpoint invoked from SQL currently uses a shared access key stored in procedural text. The confirming test is: Model calls succeed using scoped identity and no raw key appears in SQL source or logs.

Encryption without managed key lifecycle can make data permanently inaccessible. But that technique does not solve the stated problem—A secure AI/database integration wants short-lived auth for its external inference service. The needed intervention is Use an approved managed identity or scoped credential mechanism supported by the model endpoint.

Managed identity enables token-based passwordless workload authentication, subject to identity and SQL grants. But that technique does not solve the stated problem—A secure AI/database integration wants short-lived auth for its external inference service. The needed intervention is Use an approved managed identity or scoped credential mechanism supported by the model endpoint.

Deployment automation should preserve segregation of duties for high-impact database changes. But that technique does not solve the stated problem—A secure AI/database integration wants short-lived auth for its external inference service. The needed intervention is Use an approved managed identity or scoped credential mechanism supported by the model endpoint.

Object-level GRANT/DENY provides granular access without conferring database-wide administration. This observation would not establish that the required result occurred for A secure AI/database integration wants short-lived auth for its external inference service. The confirming test is: Model calls succeed using scoped identity and no raw key appears in SQL source or logs.

Least privilege limits damage from compromised application identities and unintended queries. This observation would not establish that the required result occurred for A secure AI/database integration wants short-lived auth for its external inference service. The confirming test is: Model calls succeed using scoped identity and no raw key appears in SQL source or logs.

GraphQL relationships expose linked data through a defined schema, not arbitrary cross-database joins. This observation would not establish that the required result occurred for A secure AI/database integration wants short-lived auth for its external inference service. The confirming test is: Model calls succeed using scoped identity and no raw key appears in SQL source or logs.